Survival Analysis on TCGA-SKCM
0.657C-indexShazam
Evaluation results
| Method | Links | |
|---|---|---|
| Shazam2025.03 | 0.657 | |
| H-optimus-12025.03 | 0.637 | |
| Virchow22025.03 | 0.629 | |
| Prov-Gigapath2025.03 | 0.628 | |
| UNI 22025.03 | 0.622 | |
| ROUPKTTraining Source=Representation-based knowledge transfer from Ms2026.03 | 0.5954 | |
| STEPHTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.5948 | |
| Phikon-v22025.03 | 0.581 | |
| TIES AMTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.5781 | |
| VanillaTraining Source=Traditional cancer-specific training on Mt2026.03 | 0.5708 | |
| Fine-tunedTraining Source=Traditional cancer-specific training on Mt2026.03 | 0.5682 | |
| Fine-tunedTraining Source=Representation-based knowledge transfer from Ms2026.03 | 0.5206 | |
| Surgery AMTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.4933 | |
| Model Avg.Training Source=Model merging-based knowledge transfer from Ms2026.03 | 0.4812 | |
| AdaMergingTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.4812 | |
| Iso-C AMTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.4634 |